Anchored, Not Graded: Vision-Language Models Fail at Slant-from-Texture Perception

Qian Zhang, Michal Golovanevsky, Fulvio Domini +1

Human perception of surface slant from texture exhibits systematic, graded biases that emerge reliably in psychophysical experiments. Prior work showed that unsupervised CNNs repro…